LearningSys

Workshop on Machine Learning Systems

at Neural Information Processing Systems (NIPS)

December 12, 2015 - Room 511d

Spotlight Papers (with Posters)

Schema Independent Relational Learning
Jose Picado, Arash Termehchy and Alan Fern
Scalable Training and Serving of Personalized Models
Daniel Crankshaw, Xin Wang, Joseph Gonzalez and Michael Franklin
Supporting Fast Iteration in Model Building
Manasi Vartak, Pablo Ortiz, Kathryn Siegel, Harihar Subramanyam, Samuel Madden and Matei Zaharia
Speeding Up Distributed Machine Learning using Codes
Kangwook Lee, Maximilian Lam, Ramtin Pedarsani, Dimitris Papailiopoulos and Kannan Ramchandran
Exponential Stochastic Cellular Automata for Massively Parallel Inference
Manzil Zaheer, Michael Wick, Jean-Baptiste Tristan, Alex Smola and Guy Steele

Poster Papers

Sources of Variability in Large-scale Machine Learning Systems
Damien Lefortier, Anthony Truchet and Maarten de Rijke
Fast FPGA System for Training Nonlinear Support Vector Machines
Mudhar Bin Rabieah and Christos-Savvas Bouganis
dreaml: A Library for Dynamic Reactive Machine Learning
Eric Wong, Terrence Wong and J. Zico Kolter
Chainer: a Next-Generation Open Source Framework for Deep Learning
Seiya Tokui, Kenta Oono, Shohei Hido and Justin Clayton
SparkNet: Training Deep Networks in Apache Spark
Philipp Moritz, Robert Nishihara and Michael Jordan
SpeeDO: Parallelizing Stochastic Gradient Descent for Deep Convolutional Neural Network
Zhongyang Zheng, Wenrui Jiang, Gang Wu and Edward Y. Chang
Sparkling Vector Machines
Tu Dinh Nguyen, Vu Nguyen, Trung Le and Dinh Phung
Asynchronous Complex Analytics in a Distributed Dataflow Architecture
Joseph Gonzalez, Peter Bailis, Michael Jordan, Michael Franklin, Joseph Hellerstein, Ali Ghodsi and Ion Stoica
MXNet: A Distributed Deep Learning Framework for Efficiency and Flexibility
Tianqi Chen, Mu Li, Yutian Li, Min Lin, Minjie Wang, Tianjun Xiao, Bing Xu, Chiyuan Zhang and Zheng Zhang
Towards Geo-Distributed Machine Learning
Ignacio Cano, Markus Weimer, Dhruv Mahajan, Carlo Curino and Giovanni Matteo Fumarola